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Qing Huang

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#artificial intelligence Review Oct 2026

An Empirical Study of Agent Skills'Downstream Utility

Agent Skills package procedural guidance and resources for reuse, but a relevant Skill does not necessarily improve task performance. Existing studies characterize Skill content and evaluate downstream performance, yet provide limited explanations of how utility depends on content, execution configuration, and multi-Sk...

Yu Cheng, De-Hai Zhao, Zhong-Xin Liu et al. · 0 citations
Aug 2026

Balancing Richness and Reliability: An Explore-Construct-Verify Framework for API Knowledge Graph Construction

This work proposes Explore-Construct-Verify (ECV), a three-stage framework for API KG construction using large language models (LLMs), which preserves LLMs’ ability to discover domain-specific knowledge while enabling efficient post-hoc validation.

Yan-Bang Sun, Qing Huang, Zhen-Chang Xing et al. · 0 citations

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